skills/songsee/SKILL.md
Generate spectrograms and feature-panel visualizations from audio with the songsee CLI.
npx skillsauth add Bitterbot-AI/bitterbot-desktop songseeInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Generate spectrograms + feature panels from audio.
Quick start
songsee track.mp3songsee track.mp3 --viz spectrogram,mel,chroma,hpss,selfsim,loudness,tempogram,mfcc,fluxsongsee track.mp3 --start 12.5 --duration 8 -o slice.jpgcat track.mp3 | songsee - --format png -o out.pngCommon flags
--viz list (repeatable or comma-separated)--style palette (classic, magma, inferno, viridis, gray)--width / --height output size--window / --hop FFT settings--min-freq / --max-freq frequency range--start / --duration time slice--format jpg|pngNotes
--viz renders a grid.development
When the agent calls memory_search with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledge_graph backend where it will actually find the answer.
testing
Forces a memory_search before the agent sends a message containing a factual assertion that has not yet been grounded this turn. Closes the citation-rate gap from ~40% to ~90%+.
business
Enforces PROTOCOLS.md "stay quiet in group chats" deterministically. Blocks outbound messages in Discord/Telegram/Slack/etc group channels when the bot was not @mentioned and recently spoke.
development
When the agent's epistemic state (GCCRF) indicates low empowerment and falling certainty, hedges out confident absolutes ("definitely", "always", "100%") in outgoing messages.